IVA Methodology v1.0: A Framework for Multi-Model AI Output Verification
The Independent Verification Authority (IVA) is a neutral evaluation layer that audits outputs from multiple large language models and issues standardized reliability judgments. This document defines IVA Methodology v1.0: the five signals (Divergence, Consistency, Hallucination Risk, Omissions, and the Composite score), verdict thresholds, the structure of the IVA Certificate of Audit, alignment with the EU AI Act (Regulation 2024/1689), and known limitations of this initial specification. Version 1.0 is published openly for review and citation. Public critique is invited; substantive contributions informing subsequent versions will be acknowledged in the release notes of subsequent versions.
Authors
- Hadil Maarfia
- Hadil Maarfia (ORCID: https://orcid.org/0009-0008-1896-3223)
Institutions
- Financial Services Authority (GB)
Publication Details
- Journal
- Zenodo (CERN European Organization for Nuclear Research)
- Published
- 2026-04-24
- DOI
- https://doi.org/10.5281/zenodo.19737596
- Primary Topic
- Explainable Artificial Intelligence (XAI)
- Type
- article
- Field-Weighted Citation Impact
- 0.00